The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.
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20052025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
342 works in the cohort · of 4,299,418page 2 of 7
Labels cover 2 of 342 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.
Distilled predictions cover 342 of 342 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Eduardo da Cunha Richard, Gustavo Calderucio Duque Estrada, Jean‐Philippe Bechtold, Helvecio de Aguiar Duarte, Brígida Gusso Maioli, Antonio Henrique Araujo de Freitas +2 more
2020· article· en· Integrated Environmental Assessment and Management· Engineering
Eduardo da Cunha Richard, Helvecio de Aguiar Duarte, Gustavo Calderucio Duque Estrada, Jean‐Philippe Bechtold, Brígida Gusso Maioli, Antonio Henrique Araujo de Freitas +2 more
2020· article· en· Integrated Environmental Assessment and Management· Engineering
